Out of a pool of more than 60 parameters, we identified NK-cell precursors, CD14+CD91+ monocytes, and CD8+ Effector Memory T cells as those variables with the highest impact on COVID-19 severity and patient survival. This evidence concerns the gene LRP1 and COVID-19.